US12427994B2 - Vehicle systems and methods for dynamic driver tuning - Google Patents
Vehicle systems and methods for dynamic driver tuningInfo
- Publication number
- US12427994B2 US12427994B2 US18/454,268 US202318454268A US12427994B2 US 12427994 B2 US12427994 B2 US 12427994B2 US 202318454268 A US202318454268 A US 202318454268A US 12427994 B2 US12427994 B2 US 12427994B2
- Authority
- US
- United States
- Prior art keywords
- vehicle
- machine interface
- interface device
- human
- driver
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Active, expires
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Classifications
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- B—PERFORMING OPERATIONS; TRANSPORTING
- B60—VEHICLES IN GENERAL
- B60W—CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION; CONTROL SYSTEMS SPECIALLY ADAPTED FOR HYBRID VEHICLES; ROAD VEHICLE DRIVE CONTROL SYSTEMS FOR PURPOSES NOT RELATED TO THE CONTROL OF A PARTICULAR SUB-UNIT
- B60W50/00—Details of control systems for road vehicle drive control not related to the control of a particular sub-unit, e.g. process diagnostic or vehicle driver interfaces
-
- B—PERFORMING OPERATIONS; TRANSPORTING
- B60—VEHICLES IN GENERAL
- B60W—CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION; CONTROL SYSTEMS SPECIALLY ADAPTED FOR HYBRID VEHICLES; ROAD VEHICLE DRIVE CONTROL SYSTEMS FOR PURPOSES NOT RELATED TO THE CONTROL OF A PARTICULAR SUB-UNIT
- B60W40/00—Estimation or calculation of non-directly measurable driving parameters for road vehicle drive control systems not related to the control of a particular sub unit, e.g. by using mathematical models
- B60W40/08—Estimation or calculation of non-directly measurable driving parameters for road vehicle drive control systems not related to the control of a particular sub unit, e.g. by using mathematical models related to drivers or passengers
- B60W40/09—Driving style or behaviour
-
- B—PERFORMING OPERATIONS; TRANSPORTING
- B60—VEHICLES IN GENERAL
- B60W—CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION; CONTROL SYSTEMS SPECIALLY ADAPTED FOR HYBRID VEHICLES; ROAD VEHICLE DRIVE CONTROL SYSTEMS FOR PURPOSES NOT RELATED TO THE CONTROL OF A PARTICULAR SUB-UNIT
- B60W50/00—Details of control systems for road vehicle drive control not related to the control of a particular sub-unit, e.g. process diagnostic or vehicle driver interfaces
- B60W50/08—Interaction between the driver and the control system
-
- B—PERFORMING OPERATIONS; TRANSPORTING
- B60—VEHICLES IN GENERAL
- B60W—CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION; CONTROL SYSTEMS SPECIALLY ADAPTED FOR HYBRID VEHICLES; ROAD VEHICLE DRIVE CONTROL SYSTEMS FOR PURPOSES NOT RELATED TO THE CONTROL OF A PARTICULAR SUB-UNIT
- B60W50/00—Details of control systems for road vehicle drive control not related to the control of a particular sub-unit, e.g. process diagnostic or vehicle driver interfaces
- B60W50/08—Interaction between the driver and the control system
- B60W50/10—Interpretation of driver requests or demands
-
- B—PERFORMING OPERATIONS; TRANSPORTING
- B60—VEHICLES IN GENERAL
- B60W—CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION; CONTROL SYSTEMS SPECIALLY ADAPTED FOR HYBRID VEHICLES; ROAD VEHICLE DRIVE CONTROL SYSTEMS FOR PURPOSES NOT RELATED TO THE CONTROL OF A PARTICULAR SUB-UNIT
- B60W50/00—Details of control systems for road vehicle drive control not related to the control of a particular sub-unit, e.g. process diagnostic or vehicle driver interfaces
- B60W2050/0001—Details of the control system
- B60W2050/0043—Signal treatments, identification of variables or parameters, parameter estimation or state estimation
-
- B—PERFORMING OPERATIONS; TRANSPORTING
- B60—VEHICLES IN GENERAL
- B60W—CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION; CONTROL SYSTEMS SPECIALLY ADAPTED FOR HYBRID VEHICLES; ROAD VEHICLE DRIVE CONTROL SYSTEMS FOR PURPOSES NOT RELATED TO THE CONTROL OF A PARTICULAR SUB-UNIT
- B60W50/00—Details of control systems for road vehicle drive control not related to the control of a particular sub-unit, e.g. process diagnostic or vehicle driver interfaces
- B60W2050/0062—Adapting control system settings
- B60W2050/0063—Manual parameter input, manual setting means, manual initialising or calibrating means
-
- B—PERFORMING OPERATIONS; TRANSPORTING
- B60—VEHICLES IN GENERAL
- B60W—CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION; CONTROL SYSTEMS SPECIALLY ADAPTED FOR HYBRID VEHICLES; ROAD VEHICLE DRIVE CONTROL SYSTEMS FOR PURPOSES NOT RELATED TO THE CONTROL OF A PARTICULAR SUB-UNIT
- B60W2554/00—Input parameters relating to objects
- B60W2554/40—Dynamic objects, e.g. animals, windblown objects
- B60W2554/404—Characteristics
- B60W2554/4045—Intention, e.g. lane change or imminent movement
Definitions
- the technical field generally relates to vehicle systems and more particularly relates to enabling a driver to dynamically adjust vehicle response and performance.
- Modern vehicles include various enhanced or advanced features to support a human driver operating a vehicle.
- many vehicles support various automated driver assistance features to improve safety and user experience, such as stability control or traction control systems, lane centering or lane keep assistance, adaptive cruise control, and/or the like.
- many vehicles are calibrated to achieve a baseline vehicle response that is most likely to be acceptable to a broad segment of the driving population while achieving other safety and performance objectives.
- the default factory calibration may not comport with some drivers, who may prefer reduced assistance or greater control over vehicle response and performance. For example, some drivers may prefer oversteering or less stability while other drivers may prefer greater stability. Accordingly, it is desirable to enable drivers to tune vehicle response and performance in accordance with their individual preferences in an intuitive manner.
- a method of assisting operation of a vehicle involves obtaining, by a control module associated with the vehicle, driver input indicative of a driver command to influence a trajectory of the vehicle from a first human-machine interface device coupled to the control module, generating, by the control module, a vehicle state command output based at least in part on the driver input and calibration data associated with the first human-machine interface device, providing, by the control module, the vehicle state command output to an actuator control system associated with the vehicle, wherein the actuator control system is configurable to operate an actuator of the vehicle in accordance with the vehicle state command output to influence the trajectory of the vehicle, obtaining, by the control module, an auxiliary driver input indicative of a second driver command to influence responsiveness of the vehicle to the driver input from a second human-machine interface device different from the first human-machine interface device, and adjusting, by the control module, a relationship between the vehicle state command output and the driver input based on the
- adjusting the relationship involves determining an adjusted vehicle state command output corresponding to the driver input, wherein the actuator control system is configurable to operate the actuator of the vehicle in accordance with the adjusted vehicle state command output to influence the trajectory of the vehicle in a manner that is different from the vehicle state command output.
- the method involves adjusting the calibration data associated with the first human-machine interface device in response to the auxiliary driver input, resulting in adjusted calibration data associated with the first human-machine interface device, wherein adjusting the relationship involves generating an adjusted vehicle state command output based at least in part on the driver input and the adjusted calibration data associated with the first human-machine interface device.
- adjusting the calibration data involves adjusting one or more calibration parameters associated with the first human-machine interface device to provide an underdamped response to actuation of the first human-machine interface device when the auxiliary driver input is indicative of a driver intent to increase responsiveness of the trajectory of the vehicle to the actuation of the first human-machine interface device.
- adjusting the calibration data involves adjusting one or more calibration parameters associated with the first human-machine interface device to provide an overdamped response to actuation of the first human-machine interface device when the auxiliary driver input is indicative of a driver intent to decrease responsiveness of the trajectory of the vehicle to the actuation of the first human-machine interface device.
- the non-transitory computer-readable medium has stored or encoded thereon executable instructions that, when executed by a processor, cause the processor to provide a dynamic tuning service configurable to obtain driver input indicative of a driver command to influence a trajectory of a vehicle from a first human-machine interface device, generate a vehicle state command output based at least in part on the driver input and calibration data associated with the first human-machine interface device, provide the vehicle state command output to an actuator control system associated with the vehicle, wherein the actuator control system is configurable to operate an actuator of the vehicle in accordance with the vehicle state command output to influence the trajectory of the vehicle, obtain an auxiliary driver input indicative of a second driver command to influence responsiveness of the vehicle to the driver input from a second human-machine interface device different from the first human-machine interface device, and adjust a relationship between the vehicle state command output and the driver input based on the auxiliary driver input.
- the dynamic tuning service is configurable to determine an adjusted vehicle state command output corresponding to the driver input in response to the auxiliary driver input, wherein the actuator control system is configurable to operate the actuator of the vehicle in accordance with the adjusted vehicle state command output to influence the trajectory of the vehicle in a manner that is different from the vehicle state command output.
- the dynamic tuning service is configurable to adjust the calibration data associated with the first human-machine interface device in response to the auxiliary driver input, resulting in adjusted calibration data associated with the first human-machine interface device, wherein adjusting the relationship involves the dynamic tuning service generating an adjusted vehicle state command output based at least in part on the driver input and the adjusted calibration data associated with the first human-machine interface device.
- the dynamic tuning service is configurable to adjust one or more calibration parameters associated with the first human-machine interface device to provide an underdamped response to actuation of the first human-machine interface device when the auxiliary driver input is indicative of a driver intent to increase responsiveness of the trajectory of the vehicle to the actuation of the first human-machine interface device.
- the dynamic tuning service is configurable to adjust one or more calibration parameters associated with the first human-machine interface device to provide an overdamped response to actuation of the first human-machine interface device when the auxiliary driver input is indicative of a driver intent to decrease responsiveness of the trajectory of the vehicle to the actuation of the first human-machine interface device.
- the dynamic tuning service is configurable to adjust one or more calibration parameters associated with the first human-machine interface device proportional to actuation of the second human-machine interface device.
- a vehicle system in another implementation, includes a primary human-machine interface device for receiving a driver input indicative of a driver command to influence a trajectory of a vehicle, an auxiliary human-machine interface device for receiving an auxiliary driver input indicative of a second driver command to influence responsiveness of the vehicle, an actuation system including one or more actuators operable to control the trajectory of the vehicle and an actuator control system coupled to the one or more actuators to operate the one or more actuators in response to a vehicle state command, a data storage element including calibration data associated with the primary human-machine interface device, and a driver command interpretation module coupled to the primary human-machine interface device, the auxiliary human-machine interface device, the actuation system and the data storage element to provide a dynamic tuning service.
- the dynamic tuning service is configurable to generate the vehicle state command based at least in part on the driver input and the calibration data associated with the primary human-machine interface device, and in response to the auxiliary driver input, adjust a relationship between the vehicle state command and the driver input based on the auxiliary driver input, resulting in an adjusted vehicle state command for the driver input, wherein the actuator control system operates the one or more actuators in accordance with the adjusted vehicle state command to influence a relationship between the trajectory of the vehicle and the driver input.
- the adjusted calibration data includes an adjusted value for a calibration parameter associated with the primary human-machine interface device to provide an underdamped response to actuation of the primary human-machine interface device when the auxiliary driver input is indicative of a driver intent to increase responsiveness of the trajectory of the vehicle to the actuation of the primary human-machine interface device.
- the adjusted calibration data includes an adjusted value for a calibration parameter associated with the primary human-machine interface device to provide an overdamped response to actuation of the primary human-machine interface device when the auxiliary driver input is indicative of a driver intent to decrease responsiveness of the trajectory of the vehicle to the actuation of the primary human-machine interface device.
- FIG. 1 is a block diagram illustrating a vehicle system including a driver command interpreter configurable to support a dynamic tuning service in accordance with various implementations;
- FIG. 2 is a graph depicting different potential vehicle state command outputs in response to actuation of a primary human-machine interface (HMI) device associated with a trajectory of the vehicle for implementation by the dynamic tuning service in the vehicle system of FIG. 1 in accordance with various implementations;
- HMI human-machine interface
- FIG. 3 is a flow diagram illustrating an exemplary personalized tuning process suitable for implementation by the dynamic tuning service in the vehicle system of FIG. 1 according to one or more implementations described herein;
- the vehicle 10 generally includes any number of different actuation systems 102 capable of influencing movement of the vehicle 10 along a trajectory, including, but not limited to, a propulsion system, a transmission system, a steering system, a brake system and/or other traditional actuator systems. Additionally, some implementations of the vehicle 10 may include secondary or auxiliary actuator systems, such as, for example, an active aerodynamics system, a limited slip differential system, an all-wheel drive system, a torque vectoring system, a differential braking system, an active rear steering system, an active (or semi-active) damping system, an active roll system, and/or the like.
- secondary or auxiliary actuator systems such as, for example, an active aerodynamics system, a limited slip differential system, an all-wheel drive system, a torque vectoring system, a differential braking system, an active rear steering system, an active (or semi-active) damping system, an active roll system, and/or the like.
- the actuation systems 102 are operable to control or otherwise influence the linear accelerations of the vehicle 10 longitudinally and laterally along with the roll, pitch and yaw of the vehicle 10 . It should be appreciated that the subject matter described herein is not limited to any particular type, number or configuration of actuation systems 102 that may be present in a practical implementation of the vehicle 10 .
- the respective actuation systems 102 include one or more actuators 104 that are operable to influence the linear and/or angular acceleration of the vehicle 10 under control of an actuator control system 106 associated with the respective actuation system 102 .
- the actuator control system 106 generally represents the processing system and associated computer-readable storage device or media that is cooperatively configurable to translate or otherwise convert a received vehicle state command into corresponding actuator commands or signals to be applied to the actuator(s) 104 to operate the actuator(s) 104 to effectuate the commanded vehicle state.
- the processing system associated with the actuator control system 106 may be implemented or realized using any sort of controller, control module or other processor, and may include any sort of custom made or commercially available processor, a central processing unit (CPU), a graphics processing unit (GPU), a semiconductor-based microprocessor (in the form of a microchip or chip set), a macroprocessor, a system on a chip, any combination thereof, or generally any device for executing instructions.
- the computer-readable storage device or media may include volatile and nonvolatile storage in read-only memory (ROM), random-access memory (RAM), and keep-alive memory (KAM), for example.
- KAM is a persistent or non-volatile memory that may be used to store various operating variables, data or other information while the processor of the actuator control system 106 is powered down.
- the computer-readable storage device or media may be implemented using any of a number of known memory devices such as PROMs (programmable read-only memory), EPROMs (electrically PROM), EEPROMs (electrically erasable PROM), flash memory, or any other electric, magnetic, optical, or combination of memory devices capable of storing data, some of which represent executable instructions, used by the actuator control system 106 in controlling the actuator(s) 106 , and thereby, the trajectory of the vehicle 10 .
- PROMs programmable read-only memory
- EPROMs electrically PROM
- EEPROMs electrically erasable PROM
- flash memory or any other electric, magnetic, optical, or combination of memory devices capable of storing data, some of which represent executable instructions, used by the actuator control system 106 in controlling the actuator(s) 106 , and thereby, the trajectory
- the sensed inertial measurement data provided by an inertial measurement sensor system 108 may be input or otherwise provided to one or more actuator control systems 106 to facilitate operation of the actuator(s) 104 in a manner that is influenced by the sensed inertial measurement data for the vehicle 10 (e.g., closed-loop control).
- Additional sensors systems 108 may include one or more sensing devices that sense other observable conditions of the exterior environment and/or the interior environment of the vehicle 10 , including, but are not limited to, radars, lidars, global positioning systems, optical cameras, thermal cameras, ultrasonic sensors, and/or other sensors.
- Exemplary implementations of the vehicle 10 include one or more primary human-machine interface (HMI) devices 110 that are actuatable or manipulable by a driver to receive input from the driver that is indicative of a command, intent or desire by the driver to influence a trajectory of the vehicle 10 .
- HMI devices 110 include, but are not limited to, a steering wheel, an accelerator pedal, a brake pedal, a lever, a paddle shifter, and/or the like.
- the HMI devices 110 are coupled to a driver command interpretation (or driver command interpreter or DCI) module 120 that generally represents the combination of software, hardware and/or firmware that is configurable to convert actuation of a respective HMI 110 into a corresponding command for altering the state of the vehicle 10 in a manner corresponding to the actuation of the HMI device 110 to influence a trajectory of the vehicle 10 .
- a driver command interpretation or driver command interpreter or DCI
- a respective primary HMI device 110 may be coupled to the DCI module 120 via a corresponding sensor 112 to provide measurement data indicative of the actuation of the primary HMI device 110 , where the DCI module 120 converts the HMI actuation measurement data into a corresponding vehicle state command responsive to actuation of the primary HMI device 110 .
- the DCI module 120 is implemented or realized using any sort of controller, control module or other processor, and may include any sort of custom made or commercially available processor, a central processing unit (CPU), a graphics processing unit (GPU), a semiconductor-based microprocessor (in the form of a microchip or chip set), a macroprocessor, a system on a chip, any combination thereof, or generally any device for executing instructions.
- processor central processing unit
- GPU graphics processing unit
- a semiconductor-based microprocessor in the form of a microchip or chip set
- macroprocessor a system on a chip, any combination thereof, or generally any device for executing instructions.
- the dynamic tuning service 124 enables a driver to influence the relationship between the driver input actuation of the primary HMI device 110 and the resulting vehicle state command for operating the actuation system(s) 102 to influence the trajectory of the vehicle 10 in a manner that deviates from the initial or original calibration data 122 for the vehicle 10 .
- a respective auxiliary HMI device 114 is coupled to the DCI module 120 via a corresponding sensor 116 to provide measurement data that quantifies the actuation of the auxiliary HMI device 114 , where the dynamic tuning service 124 adjusts the relationship between the vehicle state command output and the primary driver input in a manner that correlates to the actuation of the auxiliary HMI device 114 .
- the dynamic tuning service 124 may increase the ratio or relationship between the output commanded yaw rate and the input steering wheel angle in a manner that is proportional to or otherwise correlative to the measured amount of force applied to the auxiliary HMI device 114 output by the auxiliary HMI sensor 116 . It should be appreciated that the subject matter described herein is not limited to any particular type of auxiliary HMI sensor 116 or any particular scheme for adjusting the vehicle state command in response to the measurement data output by the auxiliary HMI sensor 116 .
- exemplary means “serving as an example, instance, or illustration.” Thus, any implementation described herein as “exemplary” is not necessarily to be construed as preferred or advantageous over other implementations. All of the implementations described herein are exemplary implementations provided to enable persons skilled in the art to make or use the invention and not to limit the scope of the invention which is defined by the claims.
- Coupled means that one element/node/feature is directly or indirectly joined to (or directly or indirectly communicates with) another element/node/feature, and not necessarily mechanically.
- two elements may be coupled to each other physically, electronically, logically, or in any other manner, through one or more additional elements.
- drawings may depict one exemplary arrangement of elements directly connected to one another, additional intervening elements, devices, features, or components may be present in an implementation of the depicted subject matter.
- certain terminology may also be used herein for the purpose of reference only, and thus are not intended to be limiting.
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- Engineering & Computer Science (AREA)
- Automation & Control Theory (AREA)
- Transportation (AREA)
- Mechanical Engineering (AREA)
- Human Computer Interaction (AREA)
- Physics & Mathematics (AREA)
- Mathematical Physics (AREA)
- Steering Control In Accordance With Driving Conditions (AREA)
- Control Of Driving Devices And Active Controlling Of Vehicle (AREA)
Abstract
Description
Claims (20)
Priority Applications (3)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US18/454,268 US12427994B2 (en) | 2023-08-23 | 2023-08-23 | Vehicle systems and methods for dynamic driver tuning |
| DE102024121997.1A DE102024121997A1 (en) | 2023-08-23 | 2024-08-01 | VEHICLE SYSTEMS AND METHODS FOR DYNAMIC DRIVER TUNING |
| CN202411129850.1A CN119502930A (en) | 2023-08-23 | 2024-08-16 | Vehicle system and method for dynamic driver tuning |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US18/454,268 US12427994B2 (en) | 2023-08-23 | 2023-08-23 | Vehicle systems and methods for dynamic driver tuning |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| US20250065885A1 US20250065885A1 (en) | 2025-02-27 |
| US12427994B2 true US12427994B2 (en) | 2025-09-30 |
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ID=94484442
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| US18/454,268 Active 2044-03-12 US12427994B2 (en) | 2023-08-23 | 2023-08-23 | Vehicle systems and methods for dynamic driver tuning |
Country Status (3)
| Country | Link |
|---|---|
| US (1) | US12427994B2 (en) |
| CN (1) | CN119502930A (en) |
| DE (1) | DE102024121997A1 (en) |
Citations (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20220063631A1 (en) * | 2020-08-31 | 2022-03-03 | Ford Global Technologies, Llc | Chassis Input Intention Prediction Via Brain Machine Interface And Driver Monitoring Sensor Fusion |
| US20220097728A1 (en) * | 2020-09-30 | 2022-03-31 | Baidu Usa Llc | Automatic parameter tuning framework for controllers used in autonomous driving vehicles |
-
2023
- 2023-08-23 US US18/454,268 patent/US12427994B2/en active Active
-
2024
- 2024-08-01 DE DE102024121997.1A patent/DE102024121997A1/en active Pending
- 2024-08-16 CN CN202411129850.1A patent/CN119502930A/en active Pending
Patent Citations (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20220063631A1 (en) * | 2020-08-31 | 2022-03-03 | Ford Global Technologies, Llc | Chassis Input Intention Prediction Via Brain Machine Interface And Driver Monitoring Sensor Fusion |
| US20220097728A1 (en) * | 2020-09-30 | 2022-03-31 | Baidu Usa Llc | Automatic parameter tuning framework for controllers used in autonomous driving vehicles |
Also Published As
| Publication number | Publication date |
|---|---|
| CN119502930A (en) | 2025-02-25 |
| DE102024121997A1 (en) | 2025-02-27 |
| US20250065885A1 (en) | 2025-02-27 |
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